loc, scale_type,
      DenseFPElementsAttr::get(scale_type,
                               {static_cast<float>(qtype.getScale())}));

  if (original_input_tensor_type.getElementType().isBF16()) {
    // Add bf16 cast op after scale to match with the next op's data
    // type.
    scale_op = rewriter.create<TF::CastOp>(
        loc, UnrankedTensorType::get(rewriter.getBF16Type()), scale_op);
  }

                <thead>
                  <tr>
                    <th scope="col" class="whitespace-nowrap py-3.5 pl-4 pr-3 text-left text-sm font-semibold text-gray-900 sm:pl-0">ISBN-10</th>
                    <th scope="col" class="whitespace-nowrap px-2 py-3.5 text-left text-sm font-semibold text-gray-900">Publisher</th>

}

bool IsCompatibleTypeWithTFLCastOp(Type type) {
  auto elemType = getElementTypeOrSelf(type);
  // F16, F32, F64, BF16 types are allowed.
  if (elemType.isBF16() || elemType.isF16() || elemType.isF32() ||
      elemType.isF64())
    return true;

  // I1, I4, I8, I16, I32, I64 types are allowed.
  if (elemType.isInteger(1) || elemType.isInteger(4) || elemType.isInteger(8) ||

  Type type = val_bcast.getType();
  Type elem_type = getElementTypeOrSelf(type);
  // Xla's all_reduce legalizer bitcasts to 32 bits, so only
  // element types size <= 4 bytes are supported.
  if (elem_type.isBF16() || elem_type.isF16() || elem_type.isTF32() ||
      elem_type.isF32()) {
    zero = builder.getFloatAttr(elem_type, 0);
  } else {
    return false;
  }
  if (auto ranked_type = dyn_cast<RankedTensorType>(type)) {

9ab][0-9a-f]{3}-?[0-9a-f]{12}$ - uuid5: an UUID5 that allows uppercase defined by the regex (?i)^[0-9a-f]{8}-?[0-9a-f]{4}-?5[0-9a-f]{3}-?[89ab][0-9a-f]{3}-?[0-9a-f]{12}$ - isbn: an ISBN10 or ISBN13 number string like \"0321751043\" or \"978-0321751041\" - isbn10: an ISBN10 number string like \"0321751043\" - isbn13: an ISBN13 number string like \"978-0321751041\" - creditcard: a credit card number defined by the regex ^(?:4[0-9]{12}(?:[0-9]{3})?|5[1-5][0-9]{14}|6(?:011|5[0-9][0-9])[0-9]{12}|3[47...

    // FusedMatMul kernel supports limited set of data types.
    Type element_ty = getElementTypeOrSelf(matmul.getType());
    if (!element_ty.isF32() && !element_ty.isBF16()) {
      (void)rewriter.notifyMatchFailure(matmul, [&](Diagnostic &diag) {
        diag << "supported data types for _FusedMatMul are float and bfloat16, "
             << " but got " << element_ty;
      });

  switch (elem_type.getIntOrFloatBitWidth()) {
    case 16: {
      assert(bytes_len % 2 == 0);
      // Supports both BF16 and F16.
      assert(elem_type.isF16() || elem_type.isBF16());
      int elem_count = bytes_len / 2;

      if (elem_type.isF16()) {
        std::vector<Eigen::half> values;
        values.reserve(elem_count);

// compiler knowns the register usage of this function
// Reference:
// Sloss, Andrew et. al; ARM System Developer's Guide: Designing and Optimizing System Software
// Morgan Kaufmann; 1 edition (April 8, 2004), ISBN 978-1558608740
#define Rq	R0 // input d, output q
#define Rr	R1 // input n, output r
#define Rs	R2 // three temporary variables
#define RM	R3
#define Ra	R11

9ab][0-9a-f]{3}-?[0-9a-f]{12}$ - uuid5: an UUID5 that allows uppercase defined by the regex (?i)^[0-9a-f]{8}-?[0-9a-f]{4}-?5[0-9a-f]{3}-?[89ab][0-9a-f]{3}-?[0-9a-f]{12}$ - isbn: an ISBN10 or ISBN13 number string like \"0321751043\" or \"978-0321751041\" - isbn10: an ISBN10 number string like \"0321751043\" - isbn13: an ISBN13 number string like \"978-0321751041\" - creditcard: a credit card number defined by the regex ^(?:4[0-9]{12}(?:[0-9]{3})?|5[1-5][0-9]{14}|6(?:011|5[0-9][0-9])[0-9]{12}|3[47...

9ab][0-9a-f]{3}-?[0-9a-f]{12}$ - uuid5: an UUID5 that allows uppercase defined by the regex (?i)^[0-9a-f]{8}-?[0-9a-f]{4}-?5[0-9a-f]{3}-?[89ab][0-9a-f]{3}-?[0-9a-f]{12}$ - isbn: an ISBN10 or ISBN13 number string like \"0321751043\" or \"978-0321751041\" - isbn10: an ISBN10 number string like \"0321751043\" - isbn13: an ISBN13 number string like \"978-0321751041\" - creditcard: a credit card number defined by the regex ^(?:4[0-9]{12}(?:[0-9]{3})?|5[1-5][0-9]{14}|6(?:011|5[0-9][0-9])[0-9]{12}|3[47...